Model Mapped
Erika Mudrak
Sunday, September 07, 2014
Set things up
library(spatstat)##
## spatstat 1.36-0 (nickname: 'Intense Scrutiny')
## For an introduction to spatstat, type 'beginner'library(elmR)
source("CompassFunctions.R")
source("RasterGeometry.R")
source("ApplyHurdleModels.R")
# PICK A DESERT
#DESERT="Sonoran"
DESERT="Mojave"
##########################################################
# Build Null Grid
if (DESERT=="Sonoran") { Xmin=327515; Xmax=327598; Ymin=3619121; Ymax=3619251 }
if (DESERT=="Mojave") { Xmin=510386; Xmax=510516; Ymin=3890308; Ymax=3890391 }
# # Look at subset of Sonoran sample area----
# Xmin=327555.0; Xmax=327578.0; Ymin=3619151.0; Ymax=3619201.0
# # Look at subset of Mojave sample area----
# Xmin=510400; Xmax=510430.0; Ymin=3890320.0; Ymax=3890350.0
xcrds=seq(from=Xmin, to=Xmax, by=0.2)
ycrds=seq(from=Ymin, to=Ymax, by=0.2)
GPredCov=matrix(data=NA, ncol=length(xcrds), nrow=length(ycrds))
GPredCov.im=im(GPredCov, xcrds, ycrds, unitname=c("meter","meters"))
##########################################################
# Get Shrub locations
if (DESERT=="Sonoran") AllShrubs=read.csv("../AZLarreaVolume_Complete.csv",header=TRUE)
if (DESERT=="Mojave") AllShrubs=read.csv("../CALarreaVolume.csv",header=TRUE)
#For Vegetation Models
AllShrubs$Area_Bot=AllShrubs$Area_Bot/10000
AllShrubs=AllShrubs[,c( "Easting" , "Northing", "Area_Bot")]
#Matrix parameters
InterSpaceCover=read.csv("InterSpace.csv")
# Hurdle Model
PresenceModel= read.csv("ErodPresenceModel.csv")
CoverModel=read.csv("ErodCoverModel.csv")
# PresModel=PresenceModel
# CovModel=CoverModel
# ShrubData=AllShrubs
# InterspaceData=InterSpaceCover
# BlankImage.im=GPredCov.imEvaluate and plot model for entire field unburned, Ambient Rainfall
AllShrubs$Fire="UB"
AllShrubs$Rain="A"
AllShrubs$Range=2
Cover=ApplyHurdleModel(PresenceModel, CoverModel, AllShrubs, InterSpaceCover, GPredCov.im)##
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|
|= | 1%## Warning: NAs produced
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|
|= | 2%## Warning: NAs produced
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|
|== | 2%## Warning: NAs produced
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|
|== | 3%## Warning: NAs produced
## Warning: NAs produced
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|
|== | 4%## Warning: NAs produced
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## Warning: NAs produced##
|
|=== | 4%## Warning: NAs produced
## Warning: NAs produced
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|
|=== | 5%## Warning: NAs produced
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|
|==== | 6%## Warning: NAs produced
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|
|==== | 7%## Warning: NAs produced
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|
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|
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|
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|
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|
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|
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|
|======== | 13%## Warning: NAs produced
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|
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|
|========== | 15%## Warning: NAs produced
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|
|============ | 19%## Warning: NAs produced
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|
|============= | 20%## Warning: NAs produced
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|
|============== | 21%## Warning: NAs produced
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|
|============== | 22%## Warning: NAs produced
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|
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|
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|
|================ | 25%## Warning: NAs produced
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|
|================= | 25%## Warning: NAs produced
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|
|================= | 26%## Warning: NAs produced
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|
|================= | 27%## Warning: NAs produced
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|
|=================== | 30%## Warning: NAs produced
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|
|===================== | 32%## Warning: NAs produced
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|
|===================== | 33%## Warning: NAs produced
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|
|====================== | 33%## Warning: NAs produced
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|
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|
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|
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|
|========================= | 38%## Warning: NAs produced
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|
|========================= | 39%## Warning: NAs produced
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|
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|
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|
|=========================== | 41%## Warning: NAs produced
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|
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|
|============================ | 43%## Warning: NAs produced
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|
|============================ | 44%## Warning: NAs produced
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|
|============================= | 45%## Warning: NAs produced
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|
|================================ | 49%## Warning: NAs produced
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|
|================================ | 50%## Warning: NAs produced
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|
|================================== | 53%## Warning: NAs produced
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|
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|
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|
|==================================== | 56%## Warning: NAs produced
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|
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|
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|
|====================================== | 58%## Warning: NAs produced
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|
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|
|======================================= | 59%## Warning: NAs produced
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|
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|
|======================================== | 61%## Warning: NAs produced
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|
|========================================= | 63%## Warning: NAs produced
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|
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|
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|
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|
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|
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|
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|
|============================================== | 70%## Warning: NAs produced
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|
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|
|=============================================== | 72%## Warning: NAs produced
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|
|=============================================== | 73%## Warning: NAs produced
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|
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|
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|
|================================================== | 78%## Warning: NAs produced
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|
|=================================================== | 78%## Warning: NAs produced
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|
|==================================================== | 80%## Warning: NAs produced
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|
|==================================================== | 81%## Warning: NAs produced
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|
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|
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|
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|
|====================================================== | 84%## Warning: NAs produced
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|
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|
|======================================================= | 85%## Warning: NAs produced
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|
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|
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|
|======================================================== | 87%## Warning: NAs produced
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|
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|
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|
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|
|============================================================= | 93%## Warning: NAs produced
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|
|============================================================== | 95%## Warning: NAs produced
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|
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|
|=============================================================== | 96%## Warning: NAs produced
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|
|=============================================================== | 98%## Warning: NAs produced
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|
|================================================================ | 98%## Warning: NAs produced
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|
|=================================================================| 100%## Warning: NAs produced
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## Warning: NAs producedPredCov.im=im(as.numeric(Cover), xcol=GPredCov.im$xcol,yrow=GPredCov.im$yrow)
grays=colorRampPalette(c("white", "gray20", "gray10","black"))
plot(PredCov.im, col=grays)
Evaluate and plot model for entire field unburned, Drought Conditions
# AllShrubs$Fire="UB"
# AllShrubs$Rain="D"
# AllShrubs$Range=2
#
# Cover=ApplyHurdleModel(PresenceModel, CoverModel, AllShrubs, InterSpaceCover, GPredCov.im)
# PredCov.im=im(as.numeric(Cover), xcol=GPredCov.im$xcol,yrow=GPredCov.im$yrow)
# grays=colorRampPalette(c("white", "gray20", "gray10","black"))
# plot(PredCov.im, col=grays)Evaluate and plot model for entire field burned, Drought Conditions
# AllShrubs$Fire="B"
# AllShrubs$Rain="D"
# AllShrubs$Range=2
#
# Cover=ApplyHurdleModel(PresenceModel, CoverModel, AllShrubs, InterSpaceCover, GPredCov.im)
# PredCov.im=im(as.numeric(Cover), xcol=GPredCov.im$xcol,yrow=GPredCov.im$yrow)
# grays=colorRampPalette(c("white", "gray20", "gray10","black"))
# plot(PredCov.im, col=grays)Evaluate and plot model for entire field Burned, Ambient Rainfall
# AllShrubs$Fire="B"
# AllShrubs$Rain="A"
# AllShrubs$Range=2
#
# Cover=ApplyHurdleModel(PresenceModel, CoverModel, AllShrubs, InterSpaceCover, GPredCov.im)
# PredCov.im=im(as.numeric(Cover), xcol=GPredCov.im$xcol,yrow=GPredCov.im$yrow)
# grays=colorRampPalette(c("white", "gray20", "gray10","black"))
# plot(PredCov.im, col=grays)